Recently I tried to boot an hp elite 8200 Compaq desktop from USB, however, pressing the f9 key on bootup was not showing me any USB key. 

Upgrading the BIOS did not fix the issue

I have to Reset the BIOS to factory defaults which then showed the USB Key